Premier League Season EDA Report

Generated: 2025-10-16 19:40:10 UTC

Dataset Overview

Rows: 224
Columns: 181
Numeric columns: 174

Column dtypes (sample)

column	dtype
Player	object
Nation	object
Pos	object
Age	int64
MP	int64
Starts	int64
Min	object
90s	float64
Gls	float64
Ast	float64
G+A	float64
G-PK	float64
PK	float64
PKatt	float64
CrdY	float64
CrdR	float64
xG	float64
npxG	float64
xAG	float64
pn.npxG+xAG	float64
pn.PrgC	float64
pn.PrgP	float64
pn.PrgR	float64
pn.Gls	float64
pn.Ast	float64
pn.G+A	float64
pn.G-PK	float64
pn.G+A-PK	float64
pn.xG	float64
pn.xAG	float64
pn.xG+xAG	float64
pn.npxG	float64
pn.npxG+xAG.1	float64
Gls.1	float64
Sh	float64
SoT	float64
SoT%	float64
Sh/90	float64
SoT/90	float64
G/Sh	float64

Top missing values

	missing_count	missing_percent
Mn/Start	50	22.321429
G/SoT	47	20.982143
Tkl% chl	42	18.750000
Won%	40	17.857143
G/Sh	39	17.410714
npxG/Sh	39	17.410714
SoT%	39	17.410714
Dist	39	17.410714
LP.Cmp%	38	16.964286
TO Succ%	33	14.732143
TO Tkld%	33	14.732143
Mn/Sub	30	13.392857
MP.Cmp%	30	13.392857
SP.Cmp%	24	10.714286
Cmp%	24	10.714286
Clr	22	9.821429
Int	22	9.821429
Tkl+Int	22	9.821429
SCA.P.Live	22	9.821429
Def Pen tch	22	9.821429
Err sht	22	9.821429
Touches	22	9.821429
Sh blk	22	9.821429
Def 3rd tch	22	9.821429
Mid 3rd tch	22	9.821429
Att 3rd tch	22	9.821429
Pass blk	22	9.821429
Lost chl	22	9.821429
Blocks.1	22	9.821429
Live tch	22	9.821429
SCA_TO	22	9.821429
SCA_sh	22	9.821429
SCA_fld	22	9.821429
SCA_def	22	9.821429
GCA	22	9.821429
GCA90	22	9.821429
GCA.P.Live	22	9.821429
GCA.P.Dead	22	9.821429
GCA_TO	22	9.821429
GCA_sh	22	9.821429
GCA_fld	22	9.821429
GCA_def	22	9.821429
Tkl	22	9.821429
TklW	22	9.821429
TklDef 3rd	22	9.821429
TklMid 3rd	22	9.821429
TklAtt 3rd	22	9.821429
Tkl chl	22	9.821429
Att chl	22	9.821429
Att Pen tch	22	9.821429

Descriptive statistics (numeric features)

	count	mean	std	min	25%	50%	75%	max	skew	kurtosis
TotDist	202.0	4356.490099	4588.941913	0.0	1111.25	2895.50	5943.250	25425.0	1.6163	2.8203
TotDist Car	202.0	2027.777228	1954.701292	0.0	484.75	1411.00	3114.500	8506.0	1.1069	0.4659
PrgDist	202.0	1109.277228	1310.033482	0.0	234.75	600.00	1607.250	8933.0	2.2324	7.3058
PrgDist Car	202.0	958.465347	966.120514	0.0	221.75	650.50	1462.750	4563.0	1.2339	0.9552
Touches	202.0	556.985149	497.142676	0.0	152.25	416.00	882.750	2408.0	1.0140	0.3964
Live tch	202.0	556.594059	496.758952	0.0	152.25	416.00	882.750	2406.0	1.0143	0.3977
Att.1	202.0	401.465347	382.798040	0.0	106.25	274.50	566.000	2030.0	1.2763	1.4137
Att	202.0	401.465347	382.798040	0.0	106.25	274.50	566.000	2030.0	1.2763	1.4137
P.Rec	202.0	393.500000	352.740984	0.0	110.50	287.00	595.000	1689.0	1.0096	0.3759
Live.P	202.0	374.044554	351.818676	0.0	102.00	260.50	552.500	1838.0	1.2435	1.3121
Carries	202.0	335.123762	306.579800	0.0	87.00	232.50	496.000	1385.0	1.0252	0.2769
TP.Cmp	202.0	295.732673	291.708585	0.0	75.00	194.00	418.250	1498.0	1.3616	1.6146
P.Cmp	202.0	295.732673	291.708585	0.0	75.00	194.00	418.250	1498.0	1.3616	1.6146
Att 3rd tch	202.0	269.925743	250.600869	0.0	69.75	197.50	391.750	1270.0	1.1998	1.1922
Mid 3rd tch	202.0	224.960396	204.900992	0.0	62.25	171.00	360.750	966.0	1.1791	1.0220
SP.Att	202.0	206.054455	188.403140	0.0	59.00	145.50	300.750	897.0	1.1043	0.6186
SP.Cmp	202.0	172.014851	163.500345	0.0	47.00	118.50	256.750	767.0	1.2147	0.9204
MP.Att	202.0	116.232673	120.171438	0.0	27.25	74.50	166.250	633.0	1.5251	2.3508
MP.Cmp	202.0	88.816832	96.471072	0.0	21.25	55.50	123.750	495.0	1.6562	2.7595
pn.PrgR	202.0	86.727723	83.917160	0.0	21.00	62.50	128.750	520.0	1.6314	3.9950
Prg P.R	202.0	86.727723	83.917160	0.0	21.00	62.50	128.750	520.0	1.6314	3.9950
Def 3rd tch	202.0	70.702970	73.273976	0.0	22.00	45.00	102.000	386.0	1.7491	3.4265
LP.Att	202.0	38.980198	53.970967	0.0	6.00	18.00	49.750	331.0	2.4611	7.0027
Att Pen tch	202.0	55.267327	53.209787	0.0	13.25	43.50	82.500	301.0	1.4553	2.6047
Recov	202.0	53.792079	50.272554	0.0	16.25	38.00	81.750	259.0	1.2578	1.3746
PrgP	202.0	39.470297	43.161868	0.0	8.25	24.00	57.750	263.0	1.7694	4.0194
pn.PrgP	202.0	39.470297	43.161868	0.0	8.25	24.00	57.750	263.0	1.7694	4.0194
Crs.1	202.0	27.272277	41.455486	0.0	3.00	10.50	34.000	242.0	2.5607	7.1549
Crs	202.0	27.272277	41.455486	0.0	3.00	10.50	34.000	242.0	2.5607	7.1549
TO Att	202.0	40.940594	39.495531	0.0	8.00	29.50	64.000	164.0	1.0129	0.1091
SCA	202.0	39.202970	38.967692	0.0	8.00	26.00	57.000	219.0	1.3812	2.0451
Dead.P	202.0	25.534653	38.919886	0.0	2.00	10.00	29.750	229.0	2.6031	7.3276
PrgC	202.0	33.183168	34.489037	0.0	6.25	20.00	48.750	179.0	1.3383	1.5463
pn.PrgC	202.0	33.183168	34.489037	0.0	6.25	20.00	48.750	179.0	1.3383	1.5463
Min%	202.0	33.949505	28.006833	0.0	9.25	28.20	54.125	99.6	0.6320	-0.7297
Miscntrl	202.0	31.336634	27.415824	0.0	10.00	25.00	46.000	134.0	0.9936	0.5004
LP.Cmp	202.0	20.000000	27.120333	0.0	3.00	9.00	25.000	181.0	2.5163	8.1604
SCA.P.Live	202.0	26.752475	26.585039	0.0	5.00	18.00	39.750	164.0	1.4770	3.0676
Sh	202.0	28.148515	26.513635	0.0	7.00	22.50	41.000	124.0	1.2521	1.3775
Lost	202.0	23.440594	24.966623	0.0	5.00	14.00	31.750	117.0	1.5835	2.2979
P.F.1/3	202.0	21.089109	24.924802	0.0	4.00	12.00	29.000	148.0	2.2722	6.5366
Min/MP	202.0	46.772277	23.679191	1.0	27.50	47.00	65.750	90.0	-0.0490	-0.9395
Tkl+Int	202.0	22.757426	23.470010	0.0	5.00	16.00	31.500	118.0	1.6356	2.5488
CK	202.0	9.158416	21.210029	0.0	0.00	0.00	4.000	127.0	3.0734	9.6816
F.1/3 Car	202.0	21.099010	21.119892	0.0	5.00	13.00	33.000	93.0	1.1590	0.6272
LP.Cmp%	186.0	53.732796	20.464489	0.0	41.00	50.65	63.975	100.0	0.0195	0.8110
Dispos	202.0	21.064356	19.121263	0.0	5.00	16.50	30.000	83.0	1.1193	0.8677
Won	202.0	14.400990	18.658561	0.0	2.00	8.00	18.750	109.0	2.2462	6.0055
KP	202.0	17.138614	18.644637	0.0	4.00	11.00	24.000	119.0	1.8502	4.6302
Tkl% chl	182.0	36.358242	18.521653	0.0	25.30	35.70	47.700	100.0	0.4838	1.8784
Fld	202.0	18.014851	18.253733	0.0	4.25	13.50	25.000	90.0	1.5722	2.4619
TO Tkld	202.0	18.252475	17.835361	0.0	3.25	13.00	28.750	73.0	1.0713	0.3159
onG	202.0	18.400990	17.750695	0.0	5.00	12.50	29.000	84.0	1.2679	1.3987
TO Succ	202.0	17.405941	17.296178	0.0	3.00	12.00	27.000	71.0	1.0646	0.2125
TO Tkld%	191.0	44.776963	17.175518	0.0	38.15	45.50	51.850	100.0	-0.0474	2.4958
Att chl	202.0	17.509901	17.063312	0.0	4.00	12.00	26.750	74.0	1.2647	1.1794
Tkl	202.0	16.856436	16.778456	0.0	4.00	12.50	24.750	70.0	1.4683	1.8520
CPA	202.0	13.905941	16.650820	0.0	2.00	8.50	19.750	87.0	1.9937	4.7272
TO Succ%	191.0	42.448168	16.390478	0.0	34.35	41.40	50.000	100.0	0.5257	3.4587
onxG	202.0	18.449010	16.308626	0.0	5.15	13.60	29.650	69.6	0.9635	0.2934

Outlier summary (IQR method)

column	outlier_count	outlier_percent
OutCK	48	23.762
FK	47	23.267
PKwon	41	20.297
CK	39	19.307
InCK	36	17.822
FK.1	35	17.327
PKatt.1	32	15.842
PKatt	32	15.842
PK.1	28	13.861
PK	28	13.861
SCA.P.Dead	27	13.366
GCA.P.Dead	26	12.871
xGS-xGA	24	11.881
G-xG	22	10.891
StrCK	22	10.891
A-xAG	22	10.891
np:G-xG	20	9.901
Compl MP	20	8.929
LP.Cmp	20	9.901
Sw	20	9.901
GS-GA	20	9.901
LP.Att	19	9.406
TO Tkld%	19	9.948
Crs.1	19	9.406
Crs	19	9.406
ThrI	17	8.416
Won	17	8.416
TklDef 3rd	17	8.416
Dead.P	17	8.416
CrsPA	17	8.416
LP.Cmp%	16	8.602
Clr	15	7.426
G On-Off	15	7.426
xG On-Off	15	7.426
MP.Cmp	15	7.426
Int.1	15	7.426
Int	15	7.426
Err sht	15	7.426
Tkl+Int	14	6.931
GCA_def	14	6.931
Def Pen tch	14	6.931
Lost	13	6.436
P.F.1/3	13	6.436
SoT%	13	7.027
TO Succ%	13	6.806
PrgDist	12	5.941
TotDist	12	5.941
Gls	12	5.941
xAG.1	12	5.941
Gls.1	12	5.941
xAG	12	5.941
KP	11	5.446
TklW.1	11	5.446
CPA	11	5.446
Off.1	11	5.446
TklMid 3rd	11	5.446
PKcon	11	5.446
Sh blk	11	5.446
Tkl	11	5.446
TklW	11	5.446

Overall Correlation Heatmap

Per-Metric-Group Correlation Heatmaps

Predicted Lineup & Playing Time

Pressing & Defensive Intensity

Defensive Solidity

Physical Aggression

Chance Creation (Attack)

Finishing & Goal Threat

Build-Up Style

Creativity & Playmaking

Game Impact & Team Value

Tactical Tendencies & Risk

Team Cohesion & Consistency

Opposition-Specific Matchups

Trend & Form

Discipline & Mentality

Automated Analysis Summary

Columns with missing values: 169. Top 10:

	missing_count	missing_percent
Mn/Start	50	22.321429
G/SoT	47	20.982143
Tkl% chl	42	18.750000
Won%	40	17.857143
G/Sh	39	17.410714
npxG/Sh	39	17.410714
SoT%	39	17.410714
Dist	39	17.410714
LP.Cmp%	38	16.964286
TO Succ%	33	14.732143

Features with strong skewness (|skew| > 1):

	mean	std	min	25%	50%	75%	max	skew
2CrdY	0.004950	0.070360	0.00	0.0000	0.000	0.0000	1.00	14.2127
OG	0.014851	0.121259	0.00	0.0000	0.000	0.0000	1.00	8.0819
pn.xAG	0.142178	0.162439	0.00	0.0600	0.120	0.1900	1.95	7.1379
CrdR	0.019802	0.139665	0.00	0.0000	0.000	0.0000	1.00	6.9452
CrdR.1	0.019802	0.139665	0.00	0.0000	0.000	0.0000	1.00	6.9452
PK.1	0.287129	0.939319	0.00	0.0000	0.000	0.0000	7.00	4.5621
PK	0.287129	0.939319	0.00	0.0000	0.000	0.0000	7.00	4.5621
OutCK	2.158416	6.535373	0.00	0.0000	0.000	0.0000	46.00	4.2482
PKatt	0.386139	1.180019	0.00	0.0000	0.000	0.0000	8.00	4.2207
PKatt.1	0.386139	1.180019	0.00	0.0000	0.000	0.0000	8.00	4.2207
StrCK	0.207921	0.695641	0.00	0.0000	0.000	0.0000	5.00	4.0827
FK	0.737624	1.998873	0.00	0.0000	0.000	0.0000	14.00	4.0058
Err sht	0.084158	0.312025	0.00	0.0000	0.000	0.0000	2.00	3.9597
PKcon	0.054455	0.227478	0.00	0.0000	0.000	0.0000	1.00	3.9564
Sw	2.504950	4.117971	0.00	0.0000	1.000	3.0000	36.00	3.8508
InCK	4.767327	12.571005	0.00	0.0000	0.000	2.0000	85.00	3.7970
FK.1	4.980198	12.032692	0.00	0.0000	0.000	3.0000	70.00	3.5859
TB	2.846535	4.076533	0.00	0.0000	1.500	4.0000	35.00	3.4995
GCA.P.Dead	0.232673	0.705573	0.00	0.0000	0.000	0.0000	4.00	3.4992
GCA_def	0.069307	0.254606	0.00	0.0000	0.000	0.0000	1.00	3.4170
SCA.P.Dead	2.881188	6.905600	0.00	0.0000	0.000	2.0000	37.00	3.1269
CK	9.158416	21.210029	0.00	0.0000	0.000	4.0000	127.00	3.0734
Gls	3.638614	5.045376	0.00	0.0000	2.000	5.0000	36.00	2.8470
Gls.1	3.638614	5.045376	0.00	0.0000	2.000	5.0000	36.00	2.8470
pn.npxG+xAG.1	0.381634	0.234571	0.00	0.2525	0.360	0.4900	2.27	2.7364
Dead.P	25.534653	38.919886	0.00	2.0000	10.000	29.7500	229.00	2.6031
Crs	27.272277	41.455486	0.00	3.0000	10.500	34.0000	242.00	2.5607
Crs.1	27.272277	41.455486	0.00	3.0000	10.500	34.0000	242.00	2.5607
ThrI	5.034653	7.664208	0.00	0.0000	2.000	7.0000	48.00	2.5308
LP.Cmp	20.000000	27.120333	0.00	3.0000	9.000	25.0000	181.00	2.5163
GCA_fld	0.371287	0.750302	0.00	0.0000	0.000	1.0000	4.00	2.4819
LP.Att	38.980198	53.970967	0.00	6.0000	18.000	49.7500	331.00	2.4611
pn.xG+xAG	0.395495	0.244880	0.00	0.2600	0.365	0.5000	2.27	2.4607
pn.Ast	0.128861	0.169598	0.00	0.0000	0.080	0.2075	1.05	2.4522
PKwon	0.257426	0.566976	0.00	0.0000	0.000	0.0000	3.00	2.4442
G-PK	3.351485	4.407165	0.00	0.0000	2.000	5.0000	29.00	2.4134
Int.1	5.900990	7.452009	0.00	1.0000	4.000	7.0000	48.00	2.3574
Int	5.900990	7.452009	0.00	1.0000	4.000	7.0000	48.00	2.3574
xG.1	3.715347	4.396087	0.00	0.8000	2.200	5.4500	28.40	2.3422
xG	3.715347	4.396087	0.00	0.8000	2.200	5.4500	28.40	2.3422
GCA_sh	0.490099	0.910088	0.00	0.0000	0.000	1.0000	5.00	2.3095
GCA_TO	0.500000	0.893592	0.00	0.0000	0.000	1.0000	5.00	2.3028
P.F.1/3	21.089109	24.924802	0.00	4.0000	12.000	29.0000	148.00	2.2722
Won	14.400990	18.658561	0.00	2.0000	8.000	18.7500	109.00	2.2462
PrgDist	1109.277228	1310.033482	0.00	234.7500	600.000	1607.2500	8933.00	2.2324
CrsPA	2.455446	3.721725	0.00	0.0000	1.000	3.0000	21.00	2.2284
G+A	5.589109	6.727421	0.00	1.0000	3.000	9.0000	44.00	2.1518
xAG.1	2.038614	2.391193	0.00	0.4000	1.100	2.9000	16.70	2.1229
xAG	2.038614	2.391193	0.00	0.4000	1.100	2.9000	16.70	2.1229
Sh/90	2.070446	1.222393	0.00	1.4625	2.015	2.6000	11.25	2.0983
Off	1.886139	2.553294	0.00	0.0000	1.000	3.0000	16.00	2.0500
GCA90	0.307871	0.307969	0.00	0.0000	0.270	0.4700	2.12	2.0426
TklAtt 3rd	3.886139	4.297622	0.00	1.0000	3.000	5.0000	26.00	2.0247
npxG	3.413861	3.765252	0.00	0.8000	2.200	4.8750	23.00	2.0171
npxG.1	3.413861	3.765252	0.00	0.8000	2.200	4.8750	23.00	2.0171
Compl MP	4.736607	7.630908	0.00	0.0000	1.000	7.0000	35.00	2.0010
CPA	13.905941	16.650820	0.00	2.0000	8.500	19.7500	87.00	1.9937
Def Pen tch	13.514851	14.888717	0.00	3.0000	9.000	18.0000	76.00	1.9057
Clr	9.094059	10.449883	0.00	2.0000	6.000	12.0000	58.00	1.8853
TklDef 3rd	6.207921	7.433709	0.00	1.0000	4.000	8.0000	37.00	1.8600
KP	17.138614	18.644637	0.00	4.0000	11.000	24.0000	119.00	1.8502
PPA	13.500000	15.696198	0.00	2.0000	8.000	19.0000	89.00	1.8433
SCA_fld	2.544554	3.206103	0.00	0.0000	1.500	4.0000	17.00	1.8181
Sh blk	1.440594	1.994753	0.00	0.0000	1.000	2.0000	9.00	1.8072
Off.1	4.851485	5.743932	0.00	1.0000	3.000	7.0000	29.00	1.7741
pn.PrgP	39.470297	43.161868	0.00	8.2500	24.000	57.7500	263.00	1.7694
PrgP	39.470297	43.161868	0.00	8.2500	24.000	57.7500	263.00	1.7694
SoT/90	0.731485	0.548603	0.00	0.4100	0.650	0.9975	3.60	1.7561
Def 3rd tch	70.702970	73.273976	0.00	22.0000	45.000	102.0000	386.00	1.7491
xA	1.579208	1.800736	0.00	0.3000	0.900	2.3500	10.70	1.7266
GCA.P.Live	3.074257	3.660931	0.00	0.0000	2.000	5.0000	20.00	1.7251
Ast.1	1.950495	2.528942	0.00	0.0000	1.000	3.0000	12.00	1.7245
Ast	1.950495	2.528942	0.00	0.0000	1.000	3.0000	12.00	1.7245
unSub	4.111607	4.903650	0.00	0.0000	2.000	6.0000	28.00	1.6773
MP.Cmp	88.816832	96.471072	0.00	21.2500	55.500	123.7500	495.00	1.6562
Tkl+Int	22.757426	23.470010	0.00	5.0000	16.000	31.5000	118.00	1.6356
pn.PrgR	86.727723	83.917160	0.00	21.0000	62.500	128.7500	520.00	1.6314
Prg P.R	86.727723	83.917160	0.00	21.0000	62.500	128.7500	520.00	1.6314
Tkl chl	6.509901	6.928376	0.00	1.0000	4.500	9.0000	34.00	1.6301
TotDist	4356.490099	4588.941913	0.00	1111.2500	2895.500	5943.2500	25425.00	1.6163
pn.G+A-PK	0.331832	0.288982	0.00	0.1100	0.310	0.4875	2.12	1.5995
Lost	23.440594	24.966623	0.00	5.0000	14.000	31.7500	117.00	1.5835
Fld	18.014851	18.253733	0.00	4.2500	13.500	25.0000	90.00	1.5722
TklMid 3rd	6.762376	7.107768	0.00	1.0000	5.000	9.0000	35.00	1.5673
TklW	9.777228	10.081009	0.00	2.0000	7.000	14.0000	49.00	1.5654
TklW.1	9.777228	10.081009	0.00	2.0000	7.000	14.0000	49.00	1.5654
SoT	10.480198	10.901280	0.00	2.0000	7.500	15.0000	54.00	1.5582
SCA_def	0.495050	0.767807	0.00	0.0000	0.000	1.0000	3.00	1.5487
pn.G+A	0.344406	0.301125	0.00	0.1125	0.320	0.4975	2.12	1.5355
CrdY	1.861386	2.167281	0.00	0.0000	1.000	3.0000	12.00	1.5278
CrdY.1	1.861386	2.167281	0.00	0.0000	1.000	3.0000	12.00	1.5278
MP.Att	116.232673	120.171438	0.00	27.2500	74.500	166.2500	633.00	1.5251
pn.npxG+xAG	5.451485	5.546154	0.00	1.3000	4.000	8.0750	28.30	1.5096
SCA.P.Live	26.752475	26.585039	0.00	5.0000	18.000	39.7500	164.00	1.4770
Tkl	16.856436	16.778456	0.00	4.0000	12.500	24.7500	70.00	1.4683
pn.Gls	0.215446	0.226206	0.00	0.0000	0.170	0.3100	1.27	1.4664
Att Pen tch	55.267327	53.209787	0.00	13.2500	43.500	82.5000	301.00	1.4553
GCA	4.737624	5.336020	0.00	0.0000	3.000	7.0000	28.00	1.4535
pn.G-PK	0.202970	0.210593	0.00	0.0000	0.160	0.3075	1.27	1.4274
SCA_TO	3.326733	3.876473	0.00	0.0000	2.000	5.0000	19.00	1.3987
SCA	39.202970	38.967692	0.00	8.0000	26.000	57.0000	219.00	1.3812
TP.Cmp	295.732673	291.708585	0.00	75.0000	194.000	418.2500	1498.00	1.3616
P.Cmp	295.732673	291.708585	0.00	75.0000	194.000	418.2500	1498.00	1.3616
pn.PrgC	33.183168	34.489037	0.00	6.2500	20.000	48.7500	179.00	1.3383
PrgC	33.183168	34.489037	0.00	6.2500	20.000	48.7500	179.00	1.3383
Att.1	401.465347	382.798040	0.00	106.2500	274.500	566.0000	2030.00	1.2763
Att	401.465347	382.798040	0.00	106.2500	274.500	566.0000	2030.00	1.2763
onG	18.400990	17.750695	0.00	5.0000	12.500	29.0000	84.00	1.2679
Att chl	17.509901	17.063312	0.00	4.0000	12.000	26.7500	74.00	1.2647
Recov	53.792079	50.272554	0.00	16.2500	38.000	81.7500	259.00	1.2578
Blocks	14.153465	13.563237	0.00	3.2500	10.000	21.7500	65.00	1.2524
Sh	28.148515	26.513635	0.00	7.0000	22.500	41.0000	124.00	1.2521
Live.P	374.044554	351.818676	0.00	102.0000	260.500	552.5000	1838.00	1.2435
PrgDist Car	958.465347	966.120514	0.00	221.7500	650.500	1462.7500	4563.00	1.2339
Lost chl	11.000000	10.782333	0.00	2.0000	7.000	16.7500	53.00	1.2172
SP.Cmp	172.014851	163.500345	0.00	47.0000	118.500	256.7500	767.00	1.2147
GS-GA	0.079208	12.502484	-24.00	-5.7500	-1.000	5.0000	58.00	1.2029
Att 3rd tch	269.925743	250.600869	0.00	69.7500	197.500	391.7500	1270.00	1.1998
Blocks.1	13.163366	11.937151	0.00	4.0000	10.000	19.7500	52.00	1.1957
Pass blk	11.722772	10.769054	0.00	3.0000	9.000	18.0000	45.00	1.1885
SCA_sh	3.202970	3.390562	0.00	0.0000	2.000	5.0000	14.00	1.1835
Mid 3rd tch	224.960396	204.900992	0.00	62.2500	171.000	360.7500	966.00	1.1791
F.1/3 Car	21.099010	21.119892	0.00	5.0000	13.000	33.0000	93.00	1.1590
G-xG	-0.076733	1.832027	-4.60	-0.9000	-0.100	0.5000	8.60	1.1452
xGS-xGA	0.201485	9.461730	-20.90	-4.4750	-0.500	2.5750	42.60	1.1446
Dispos	21.064356	19.121263	0.00	5.0000	16.500	30.0000	83.00	1.1193
TotDist Car	2027.777228	1954.701292	0.00	484.7500	1411.000	3114.5000	8506.00	1.1069
SP.Att	206.054455	188.403140	0.00	59.0000	145.500	300.7500	897.00	1.1043
SoT%	35.803243	16.213651	0.00	27.3000	34.800	43.5000	100.00	1.0784
TO Tkld	18.252475	17.835361	0.00	3.2500	13.000	28.7500	73.00	1.0713
TO Succ	17.405941	17.296178	0.00	3.0000	12.000	27.0000	71.00	1.0646
Carries	335.123762	306.579800	0.00	87.0000	232.500	496.0000	1385.00	1.0252
G/Sh	0.100541	0.086626	0.00	0.0300	0.100	0.1400	0.50	1.0201
Live tch	556.594059	496.758952	0.00	152.2500	416.000	882.7500	2406.00	1.0143
Touches	556.985149	497.142676	0.00	152.2500	416.000	882.7500	2408.00	1.0140
TO Att	40.940594	39.495531	0.00	8.0000	29.500	64.0000	164.00	1.0129
np:G-xG	-0.062376	1.785255	-4.80	-0.9000	-0.100	0.5000	8.30	1.0098
P.Rec	393.500000	352.740984	0.00	110.5000	287.000	595.0000	1689.00	1.0096
G On-Off	-0.006287	1.320431	-8.03	-0.5725	0.120	0.5200	6.21	-1.4143
GS-GA/90	-0.164257	1.229541	-7.50	-0.7275	-0.140	0.4500	2.97	-1.7912
MP.Cmp%	74.318041	14.177101	0.00	67.6750	76.350	82.6500	100.00	-1.8034
sGS-sGA/90	-0.239010	1.530998	-16.32	-0.5800	-0.115	0.4375	2.78	-6.3871
xG On-Off	-0.157277	1.523525	-16.93	-0.3700	0.015	0.4300	2.09	-7.3110

Top columns by outlier counts (IQR method):

column	outlier_count	outlier_percent
OutCK	48	23.762
FK	47	23.267
PKwon	41	20.297
CK	39	19.307
InCK	36	17.822
FK.1	35	17.327
PKatt.1	32	15.842
PKatt	32	15.842
PK.1	28	13.861
PK	28	13.861

Top absolute correlations per metric group

Predicted Lineup & Playing Time

row	col	abs_corr
90s	Min/90	1.000000
Min%	Min/90	0.999995
Starts	Min%	0.993231
90s	Starts	0.993206
MP	90s	0.906009
MP	Min%	0.905915
Starts	Min/MP	0.886849
Starts	MP	0.885538
Min%	Min/MP	0.878528
Min/MP	90s	0.878483

Pressing & Defensive Intensity

row	col	abs_corr
Lost chl	Att chl	0.976759
TklW	Tkl	0.976400
Tkl chl	Tkl	0.945563
Tkl chl	Att chl	0.942727
Tkl	TklMid 3rd	0.931682
Tkl	Att chl	0.931381
Tkl chl	TklW	0.928206
Tkl	TklDef 3rd	0.917474
Dispos	Miscntrl	0.911999
TklW	TklDef 3rd	0.911408

Defensive Solidity

row	col	abs_corr
Tkl+Int	Tkl	0.986344
TklW	Tkl	0.976400
TklW	Tkl+Int	0.964973
Def Pen tch	Clr	0.952149
Def 3rd tch	Tkl+Int	0.937048
Int	Tkl+Int	0.928701
Def 3rd tch	Tkl	0.915655
Def 3rd tch	TklW	0.894512
Pass blk	Tkl+Int	0.894449
Def 3rd tch	Int	0.889592

Physical Aggression

row	col	abs_corr
Att chl	Tkl chl	0.942727
Won	Lost	0.879512
CrdY	Fls	0.764996
Lost	Fls	0.736317
Att chl	Fls	0.700572
Fls	Won	0.677257
Tkl chl	Fls	0.659001
Att chl	CrdY	0.556730
CrdY	Tkl chl	0.547445
Lost	CrdY	0.534324

Chance Creation (Attack)

row	col	abs_corr
PrgP	pn.PrgP	1.000000
npxG	xG	0.986318
SoT	Sh	0.964094
xA	xAG	0.961472
KP	xAG	0.961026
P.F.1/3	PrgP	0.948045
KP	xA	0.944830
npxG	SoT	0.939565
Gls	xG	0.933842
SoT	xG	0.930817

Finishing & Goal Threat

row	col	abs_corr
Gls	G-PK	0.989319
xG	npxG	0.986318
PKatt	PK	0.940809
Gls	xG	0.933842
G-PK	npxG	0.916383
npxG	Gls	0.916089
xG	G-PK	0.913842
xG	PKatt	0.741649
Gls	PK	0.729554
xG	PK	0.728329

Build-Up Style

row	col	abs_corr
MP.Att	TotDist	0.993634
PrgDist Car	TotDist Car	0.989247
F.1/3 Car	PrgDist Car	0.980538
PrgDist Car	PrgC	0.975044
F.1/3 Car	TotDist Car	0.970442
PrgP	PrgDist	0.963716
TotDist Car	PrgC	0.962673
SP.Att	TotDist	0.958761
TotDist	PrgDist	0.958309
MP.Att	PrgDist	0.956456

Creativity & Playmaking

row	col	abs_corr
SCA	SCA.P.Live	0.978186
SCA	KP	0.973760
xAG	xA	0.961472
xAG	KP	0.961026
SCA.P.Live	KP	0.958914
KP	xA	0.944830
SCA	xA	0.940208
SCA.P.Dead	CK	0.938714
SCA	xAG	0.936290
CK	InCK	0.930337

Game Impact & Team Value

row	col	abs_corr
pn.G+A-PK	pn.G+A	0.991944
G+A	pn.npxG+xAG	0.931809
onG	pn.npxG+xAG	0.912329
G+A	onG	0.894286
onGA	pn.npxG+xAG	0.739411
onG	onGA	0.725703
G+A	pn.G+A	0.665043
G+A	onGA	0.662119
pn.G+A-PK	G+A	0.621786
pn.npxG+xAG	pn.G+A	0.540655

Tactical Tendencies & Risk

row	col	abs_corr
Live tch	Mid 3rd tch	0.969008
Live tch	TotDist	0.964686
Att 3rd tch	Live tch	0.958126
PrgP	TotDist	0.950335
TotDist	Mid 3rd tch	0.947008
Mid 3rd tch	PrgP	0.932233
PrgP	Live tch	0.928746
Dead.P	CK	0.919560
PrgC	Att 3rd tch	0.916386
TO Att	PrgC	0.914218

Team Cohesion & Consistency

row	col	abs_corr
Starts	Min%	0.993231
Min%	Compl MP	0.873425
Starts	Compl MP	0.860344
Starts	PKcon	0.174003
PKcon	Min%	0.166689
PKcon	OG	0.150899
Min%	Err sht	0.138547
Starts	Err sht	0.135705
Compl MP	PKcon	0.134072
Err sht	Compl MP	0.100754

Opposition-Specific Matchups

row	col	abs_corr
Miscntrl	Dispos	0.911999
Blocks	Pass blk	0.831222
Blocks	Dispos	0.803206
Blocks	Crs	0.785404
Blocks	Miscntrl	0.760096
Dispos	Pass blk	0.753926
Pass blk	Miscntrl	0.723663
Crs	Pass blk	0.661683
Crs	Dispos	0.579301
Miscntrl	Crs	0.525825

Trend & Form

row	col	abs_corr
onGA	90s	0.922599
90s	pn.PrgP	0.822322
90s	pn.PrgC	0.810288
pn.PrgC	pn.PrgP	0.744210
pn.PrgP	onGA	0.713083
onGA	pn.PrgC	0.712154
pn.Gls	90s	0.359236
pn.Gls	onGA	0.278128
pn.Gls	pn.PrgC	0.217169
pn.Gls	pn.PrgP	0.215654

Discipline & Mentality

row	col	abs_corr
Fls	CrdY	0.764996
Fld	Fls	0.749810
CrdY	Fld	0.629096
CrdR	2CrdY	0.496255
2CrdY	PKcon	0.293915
PKcon	Fls	0.210510
Fld	PKcon	0.179527
PKcon	CrdY	0.176848
CrdR	PKcon	0.122485
Fls	CrdR	0.059548